Delete selected particles and their trajectories
As far as I know, there is no way of deleting individual particles.

BUT - possible workaround:
In particle edit mode, deselect "Keep Root", hover your mouse over a strand, press L to select the whole strand (you'll have to repeat this for every single strand) and move them somewhere else. They'll still be in the scene, but out of the way at least.